{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating User-defined Functions in SD Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One of the benefits of creating System Dynamics models in Python is that we can use the full power of Python to create our own functions, which we can then use in our models.\n",
    "\n",
    "This how to illustrates how to do this.\n",
    "\n",
    "First of all, lets set up our model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from BPTK_Py import Model\n",
    "from BPTK_Py import sd_functions as sd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Model(starttime=1,stoptime=10,dt=0.25,name='TestModel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's define a function we would like to use in our model. A user defined function can have as many arguments as you like, but it must accept at least a model and time parameter (you don't need to use the parameters if you don't want to).\n",
    "\n",
    "How you define your function is up to you - you can use any of the methods available in Python, such as class methods, using def, or lambda functions.\n",
    "\n",
    "The example below uses a lambda function which simply multiplies the current time ``t`` with 5."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "my_model_function = model.function(\"my_model_function\", lambda model, t: 5*t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, much like with stocks and converters, we associate our function with the model by calling the models ``function``method."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we set up a converter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "converter = model.converter(\"converter\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The converters equation calls the model function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "converter.equation = my_model_function()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can test the function as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "converter(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the function over time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "converter.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also create a stock that has the converter as an inflow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock = model.stock(\"stock\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock.equation = converter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hsulZvbJW0/J8adLl4SkQCAEAAAAAgM/UNUd67faWPtpvyfMD7fcGmstl9Mr6kirF/KTLw1MiEAIAAAAAAI9U7w307Vvb2jhoyw1C1XsDVUt5XVtf0lwuO+ny8AwIhAAAAAAAwHfZbHb02u1t7XZ6sr1AzYGl1XJJr6wvKZ9OTbo8PCMCIQAAAAAA8EAcx7q5d6A37u6oOTBl2p661kjnqmVdXa0pnSRKOA34bxEAAAAAAEiSwijSe5v7entzVz3LVs9yZLmeLq5UdGm5otlEYtIl4jkhEAIAAAAAAPKCQG/e3dV7W/uyXFfNgaUojnR1rabz1bISMzOTLhHPEYEQAAAAAABTznJcvX53Rzd2GrJdXweDoZKJhF5ZW9bawpwMw5h0iXjOCIQAAAAAAJhiPcvWa7c39dF+S64faL87VDGb0itrS6rNFSZdHo4IgRAAAAAAAFPqoD/Ut29t6d5BR64fqN4farGY0ytrSyrnWSt/mhEIAQAAAAAwhbZaXb12a0s7nb4cz9fBwNRKuahX1pZUyKQnXR6OGIEQAAAAAABTJI5j3a639J072zroD2U6nrqmrXOVsq6sVZVJJiddIl4AAiEAAAAAAKZEGEW6vl3XW/d21bVG6luOTNfTy8uLurRSUZK18lODQAgAAAAAgCngBYHe3tjTu5t7Mh1XreFIQRjqympVF2oLrJWfMgRCAAAAAACcciPX0xt3d3R9u66RezgvaDZh6Nr6ks4szrNWfgoRCAEAAAAAcIr1R7Zeu72tj/YO5PiB6r2h8umkrq4taXm+OOnyMCEEQgAAAAAAnFLNgalv39rS3UZbbhCo3h2qXMjq2vqSFgq5SZeHCSIQAgAAAADgFNpp9/Ta7S1ttXpy/UCN/lDL84dr5YtZ1spPOwIhAAAAAABOkTiOdafR1uu3t1XvD2S5vtpDS2cW53V1raZsirXyIBACAAAAAODUiKJIN3YaevPerjqmpYHtqj9ydHF5UReXq0rNslYehwiEAAAAAAA4Bfwg1Nsbu3p3a19D21FnaMsNAl1ZrerlpUXWyuMTCIQAAAAAADjhbM/X63e2dWOnoZHr6WBgasYwdG29prOVMmvl8V0IhAAAAAAAOMEGI0ev3d7Szb0DOX6oem8wXitf0/J8adLl4ZgiEAIAAAAA4IRqDy19a7xW3vF9NXpDzeezemWtpsViftLl4RgjEAIAAAAA4ATa7fT12q0tbba6cv1AB31TtbmCXlmvqZTNTLo8HHMEQgAAAAAAnCCfXitve4GaA0vriyW9srbEWnk8FgIhAAAAAABOiDCK9P7Wvt7e2FPXGmlguxqMHL1UW9Dl1YpSs/yZj8fD/1IAAAAAADgBXD/QW/d29d7WvizXVXs4kheEurxS1cvLrJXHkyEQAgAAAADgmBvajl6/s6MPdhtyvEAHg6FmEzO6tr6ks5V51srjiREIAQAAAABwjLUGll67s6U79bY8P9B+b6BiNq1X1pZUmytMujycUARCAAAAAAAcUzvtnl67vaWtVk9eEKjeHao6l9cra0uaz2cnXR5OMAIhAAAAAACOmTiO9dFeU2/e21GjP9TI9dUajrRemdPV1Zpy6dSkS8QJRyAEAAAAAMAxEoSh3t+q6+3NXfUsW/2Rq4Ht6OWlBV1aYZMYng/+VwQAAAAAwDHheP6DTWIjz1NrOFIQhrq6VtNLtQU2ieG5IRACAAAAAOAYGNqOvnN7Wx/uHsjxAzX6Q6VmE7q2vqQzi2wSw/NFIAQAAAAAwIQ1B6Zeu7Wluwcdub6v/d5Qc7nDTWLVEpvE8Px9Ya+ZYRhnDMP4pmEYNwzDuG4Yxl8ZX18wDOMbhmHcGr8vj68bhmH8Pw3DuG0YxruGYfwHR/0kAAAAAAA4qbZaXf3Ojbu6VW9p5Hra6wxULRb0e86tEgbhyDzO4cNA0l+L4/iapN8n6S8YhnFN0t+U9FtxHF+S9FvjzyXpD0m6NH77mqSfe+5VAwAAAABwwsVxrA93G/p3H97Tdrsry/V0MDB1pjKnr5xb1lyOtfI4Ol94ZCyO431J++OPh4ZhfCBpTdKPSvrq+Gb/TNJvS/rJ8fVfjOM4lvQtwzDmDcNYGd/PZz2GXNd9lucBAAAAAMCJEYSh3t+u673NffVtWwPL1dDxdGFpXi8vLSppSL7nTbrMqRP4vsLAl+958jzvVGcVTzRDyDCM85K+V9K3JS09FPLUJS2NP16TtP3Qt+2Mr30iEDIM42s67CDS2bNnn7RuAAAAAABOpPubxD7YbchyPbWHI0VRpCurFZ2vlTVjsEkMR++xAyHDMAqS/oWkvxrH8eDh6eZxHMeGYcRP8sBxHH9d0tcl6dVXX43T6fSTfDsAAAAAACfOYOToO/f29NFeS3YQqzl0lE4ldWW1ptVyiU1iEzabTCoxm1QylVIqldJpzioeKxAyDCOpwzDof4jj+FfHlxv3j4IZhrEi6WB8fVfSmYe+fX18DQAAAACAqXXQH+q129u622jLDQI1ekPN5TK6ulZjeDReuMfZMmZI+seSPojj+B889KVfl/Snxx//aUn/8qHr/+l429jvk9T/vPlBAAAAAACcdpvNjn7nxl3drrdke772uwNVSwV9hU1imJDH6RD6fkn/iaT3DMN4e3ztpyT9jKRfMQzjz0jalPTj46/9hqQ/LOm2pJGk/+x5FgwAAAAAwEkRRZFu7jX15r0dNQemTMdT17R1ZnFeV9dqyqaSky4RU+pxtoz9O0mfdYjxhx5x+1jSX3jGugAAAAAAONH8INS7W/t6d2NPfdtWz3JkuZ5eXl7UpZWKkonEpEvEFHuiLWMAAAAAAOCL2Z6vN+7u6Pp2XSPXU2tgKVKkq2s1na+WlZhhkxgmi0AIAAAAAIDnqD+y9drtbX20dyDHD9XoDZVNJXR5dYVNYjg2CIQAAAAAAHhOGr2hXru9pXsHnQebxObzWV1dq6lSzE+6POABAiEAAAAAAJ5RHMfabHb1nTvb2u305Xi+mgNTS/NFXV2rqZTNTLpE4BMIhAAAAAAAeAZhFOmDnYbeurentmnKtD11R7bOVsq6vFplkxiOJQIhAAAAAACekusHeuvert7f3pfpuOqYtmzP18XlRV1cZpMYji8CIQAAAAAAnsJg5Oj1O9v6cO9AjheoOTQ1Y0jX1ms6V13QDMOjcYwRCAEAAAAA8IQavaG+c2f7cHi076veG6qYTevKak3L88VJlwd8IQIhAAAAAAAeUxzH2mh29Pqdbe12BnL9QAd9U9VSQVfXqprPZyddIvBYCIQAAAAAAHgMYRTp+nZdb2/sqWNah8OjLVvri3O6ulZjeDROFAIhAAAAAAC+gOP5entj7xPDox3P18UVhkfjZCIQAgAAAADgc/RHtl6/s62bu005fqCDganEjKFr60s6Wy0zPBonEoEQAAAAAACfod4b6Du3D4dHe0HwYHj01bWaluYYHo2Ti0AIAAAAAIBPieNY9w4Oh0fvdftyvMPOoFqpqFfWq5rLMTwaJxuBEAAAAAAADwmjSO9v7eudzf2Ph0ePbJ2rlHV5tcrwaJwKBEIAAAAAAIw5nq837+3o+nZDluuqM7TlBL4uLVf08vIiw6NxahAIAQAAAACgw+HR37m9rY/27g+PHmp2ZkZfWl/SmQrDo3G6EAgBAAAAAKbefneg125va7PZkRsEavSGKuXSurq6pNpcYdLlAc8dgRAAAAAAYGrFcay7jbZev7uj/YeGRy/NFXV1raa5XGbSJQJHgkAIAAAAADCVgjDU+1t1vbO5p6410tD21LMYHo3pQCAEAAAAAJg6tufrzbs7ur5d18jz1B6O5AWBrqxW9dLSgmYZHo1TjkAIAAAAADBVepat79zZ1kd7B3L8UAf9oZKzM7q2vqwzlXmGR2MqEAgBAAAAAKbG4fDoLW02uw+GR8/lMrq6VlO1xPBoTA8CIQAAAADAqRfHse402nr9zrbqvYFsL1BzYGp5/nB4dCnL8GhMFwIhAAAAAMCpdn949Nubu+pZtga2p75l61y1rCurVWWSDI/G9CEQAgAAAACcWg8Pj7ZcT21zJD8IGR6NqUcgBAAAAAA4lbrmSN+5s6Vb+63D4dG9oVLJhL50ZklnFudlMDwaU4xACAAAAABw6uy0e3r9zrY2m115QahGf6i5XFZX16oMjwZEIAQAAAAAOEWiKNLNvabe2tjVQX/4YHj0Srmoq6tLKmbTky4ROBYIhAAAAAAAp4LrB3p7Y1fvb9c1tB31LEdDx9X5WlmXVxgeDTyMQAgAAAAAcOL1R7Zev7Otm3tNOV6g5tCUIemVtZou1BaUmJmZdInAsUIgBAAAAAA40fY6fX3nzo42mx15QaB6z1Qhk9SV1ZqW54sMjwYegUAIAAAAAHAiRVGkW/stvXVvV/X+4MG8oFqpqKtrVc3ns5MuETi2CIQAAAAAACeOFwR6Z2NP72/V1bdtDWxXfcvRuUpZl1eryqaYFwR8HgIhAAAAAMCJMrQdvXF3Rx/sHsjxfLUGlsI40pXVql5aWtBsIjHpEoFjj0AIAAAAAHBi1HsDvX5nR/cOOvL8QPX+ULl0UtdWlrRaLjEvCHhMBEIAAAAAgGMvjmPdabT1xt0d7Xf7cv1Qjd5Qlbm8rq7WtFDITbpE4EQhEAIAAAAAHGt+EOq97X29u7mnnmVraHvqjWydqczrympVuXRq0iUCJw6BEAAAAADg2DIdV2/c3dGHuwcauZ7a5kh+EOjyclUvLS8oybwg4KkQCAEAAAAAjqWD/lCv393RnXpbXhCo3hsqm5rVl84sa31xXjPMCwKeGoEQAAAAAOBYieNY9w46euPutnY7A7l+oEZ/qIVCTq+s1bRYzE+6RODEIxACAAAAABwbQRjq/a263t3aV8e0ZNqeOtZI64tzurxSVSGTnnSJwKlAIAQAAAAAOBZGrqc37u7og52GRp6nztCW4/u6tFLRy0sVpWaZFwQ8LwRCAAAAAICJaw0sfefOlu402nL9UAe9oZLJGX3pzJLOVMrMCwKeMwIhAAAAAMDExHGsrVZXr9/Z0Xa7Jy8I1egPNZ/L6upaVdVSYdIlAqcSgRAAAAAAYCLCKNKN7bre3thX2zRlub7aw5FWy0VdXasxLwg4QgRCAAAAAIAXzvZ8vXVvR9e3G7JcVx3Tlu35uri8oIvLFaVm+XMVOEr8hAEAAAAAXqiOOdLrd7Z0a78lxw/VHAyVmJnRtfWazlbKSszMTLpE4NQjEAIAAAAAvDDbrZ5ev7OtrVb3wbygUi6tK6s1Lc0VJ10eMDUIhAAAAAAARy6MIn24e6C3N3bVHJiyvUDNgaXl+YKurtVUymYmXSIwVQiEAAAAAABH6v68oBs7DZmOq55ly3R8XaiVdXmlqnSSP02BF42fOgAAAADAkWkPLb1+Z1u36y25fqjm0JQh6ZX1ms5XmRcETAqBEAAAAADguYvjWBvNjt64s6PdTl9uEOqgP1Qxm9aV1aqW5ooyDGPSZQJTi0AIAAAAAPBc+UGo69t1vbu1r45pyXQ8dUxbK+WCrqwyLwg4DgiEAAAAAADPzdB29Oa9XX24eyDb89QZ2rJ9TxeXF/TyUoV5QcAxwU8iAAAAAOC5qPcGev3Oju4ddOQFgRo9U+lkQt9zZllnKmXNcEQMODYIhAAAAAAAzySKIt3ab+mtjV3VewO5fqhGf6iFQk5X12qqFPOTLhHApxAIAQAAAACemusHentjV9e3GxrYtga2p7410pnFeV1erSqfTk26RACPQCAEAAAAAHgqXXOk1+/u6NZ+U64fqDWwFMaRrqzWdGFpQclEYtIlAvgMBEIAAAAAgCe21erqjTs72mp15YWhGr2hCpmUrq0sabVcYqU8cMwRCAEAAAAAHlsQhrqx09C7m/tqDU3ZXqDmwNTSXFFXVquaz2cnXSKAx0AgBAAAAAB4LJbj6q2NPX2w05DluuqatizX14Xagi6tVJRJJiddIoDHRCAEAAAAAPhCzYGp79zZ1t1GW64f6qA/1GxiRtfWazpXLSsxMzPpEgE8AQIhAAAAAMBniuNYdxttvXlvR7udgbwgUKNvaj6X0ZXVmmpzhUmXCOApEAgBAAAAAB7JCwK9t1XXe1t76lm2TNtTxxpptVzSldWaitn0pEsE8JQIhAAAAAAA32UwcvTG3R3d3DuQ7flqmyN5QaBLKxW9vFRRapaV8sBJRiAEAAAAAPiE3U5fr99fKe8HqveHyqZm9T1nlrW+OK8ZVsoDJx6BEAAAAABAkhRGkW7uHujtzT0d9IcPVspXSnldXa1poZCbdIkAnhMCIQAAAACAbM/XOxt7en+7LtNx1LccDR1X5yplXV6tKptipTxwmhAIAQAAAMCUaw8tvXF3W7f323L8QM2hKSnWlbWaLlTLmk0wLwg4bQiEAAAAAGBKxXGszWZXb9zd0U67Jy8I1egPVcymdXmlquX5ogzmBQGnEoEQAAAAAEwhPwh1Y6eudzb31TEtWa6v9nCk5fmCrqzWNJfLTLpEAEeIQAgAAAAApsxg5OitjV19uHsg2/PUMW3Znq+Lywt6eamidJI/FYHTjp9yAAAAAJgiO+2e3ri7+2ClfKNvKpWc0ZfWl3SmMq/EzMykSwTwAhAIAQAAAMAUCMJQH+4e6J3NPTUH5uFK+b6phWJOV1arqpYKky4RwAtEIAQAAAAAp5zpuHrr3q4+2Glo5HnqWbZMx9O5almXVirKpVOTLhHAC0YgBAAAAACn2H53oDfu7ujeQUdeEOigb2o2YejqWk0XagscEQOmFIEQAAAAAJxCYRTp5viIWKM/lOsfrpQv5w+PiNXmOCIGTDMCIQAAAAA4ZSzH1Tube7qx05DpuOqPXA1Gts4szunSSlWFTHrSJQKYMAIhAAAAADhFGr2h3ri3o7uNtlw/VGtoSop1ZbWmC0sLSiYSky4RwDFAIAQAAAAAp0AURbq139JbG7uq94bygkCNnqm5fFqXV6pamivKMIxJlwngmCAQAgAAAIATzvZ8vbOxp+s7dQ1tR0P7cJPYSrmoK6s1FbMcEQPwSQRCAAAAAHCCNQem3ry7o9v11viImKUojnR5paoLSwtKzXJEDMB3IxACAAAAgBMoiiLdPejorXs72u0M5AWhDvpDFbNpXVpZ1so8R8QAfDYCIQAAAAA4YRzP17tb+7q+XVd/ZMu0PXUsWyvlgi6v1DSXy0y6RADHHIEQAAAAAJwgHXOkN+7u6NZ+U64fqDW0FIShLi4v6uLyolKz/JkH4IvxmwIAAAAAToA4jrXR7OiNOzva7fTlhaEavaHymZReWatpdWFOMxwRA/CYCIQAAAAA4JjzgkDvbdX1/ta+utZIluurPRxpaa6gy6tVlfPZSZcI4IQhEAIAAACAY6xn2Xrj7rY+2m/J8Xx1zJFcP9DF5QW9tLSoTDI56RIBnEAEQgAAAABwDMVxrK1WV2/e3dV2uycvCNToD5VNJfWlM8s6U5nniBiAp0YgBAAAAADHjB+Eur5d17tb++qYlmwvUHNgqlrK68pqTQuF3KRLBHDCEQgBAAAAwDHSH9l6696ubu41ZXueOqYt2/N1vlbWpeWqsimOiAF4dgRCAAAAAHBMbLd6evPejjabXflBqHp/qHQyoWvrNZ2tlJWYmZl0iQBOCQIhAAAAAJgwPwh1Y6eu97frag7MwyNifVOVUl6XV6uqFPOTLhHAKUMgBAAAAAAT1LMOj4h9tH94RKxn2Ro6ns5Vy7q0UlEunZp0iQBOIQIhAAAAAJiAOI612ezqrXuHW8T8IFSjbyo5O6Nr60s6X+WIGICjQyAEAAAAAC+Y6wd6f7uu69v1T2wRqxTzurRSUbVUmHSJAE45AiEAAAAAeIHaQ0tv3tvV7XpLjuera9qyfV/nqmVdXmGLGIAX4wv7Dw3D+CeGYRwYhvH+Q9d+2jCMXcMw3h6//eGHvvZfGoZx2zCMm4Zh/MdHVTgAAAAAnCRRFOlOvaV/+/5t3diuy3Rc7XUHkhHrS+tL+p4zy4RBAF6Yx+kQ+u8k/SNJv/ip6/91HMc/+/AFwzCuSfoTkr4kaVXSvzEM43Icx+FzqBUAAAAATiTb8/Xu5p5ubDfUt22ZjqeOaatWKujyakULhdykSwQwZb4wEIrj+HcMwzj/mPf3o5J+OY5jV9I9wzBuS/o+Sb/7BY8h13Uf8yEAAAAA4ORo9od6a2NPGwcdOX6gjjmSH4a6UJ3Xhdqi0rOz8j1v0mUCkBT4vsLAl+958jzvVGcVzzKy/i8ahvHu+EhZeXxtTdL2Q7fZGV/7LoZhfM0wjNcNw3i91Wo9QxkAAAAAcPyEUaSbewf6/35wTx/tN2W5nva6AyUTM/rymWVdWa0pPctYVwCT8bS/fX5O0t+RFI/f/1eS/vMnuYM4jr8u6euS9Oqrr8bpdPopSwEAAACA48VyXL2zVdeNnQOZjqORH6k3crRamdfllarmctlJlwjgEWaTSSVmk0qmUkqlUjrNWcVTBUJxHDfuf2wYxs9L+p/Hn+5KOvPQTdfH1wAAAABgKux1+nrz3q42mh25fqjW0FQcx7q0XNFLSwtK0RUE4Bh4qt9EhmGsxHG8P/70j0m6v4Hs1yX9c8Mw/oEOh0pfkvTaM1cJAAAAAMdcEIb6cPdA727t66A/lOuHOuibKuXSurxS1fJ8UYZhTLpMAJD0GIGQYRi/JOmrkiqGYexI+tuSvmoYxu/V4ZGxDUn/hSTFcXzdMIxfkXRDUiDpL7BhDAAAAMBpNxg5emtjVzd3DzTyPPUtRwPb0erCnC6vVFXMnt5jJwBOpsfZMvYnH3H5H3/O7f+upL/7LEUBAAAAwEkQx7F22n29eW9HW62evCDQQd9UYsbQ1fUlna+WlUwkJl0mAHwXDq8CAAAAwFPwgkA3tht6b6uutmnK9gI1+6YWijldXqmqWspzRAzAsUUgBAAAAABPqGuO9Na9XX2035Tj++qYtizX07lqWRdXKsqnU5MuEQA+F4EQAAAAADymOI610ezozbu72u305QWBGn1T6WRCX1pf0rlqWYmZmUmXCQBfiEAIAAAAAB6D4/l6b2tfN3Ya6lojjVxfraGlSimvyytVVYr5SZcIAI+NQAgAAAAAvkBrYOnNe9u6XW/L9QN1zJEcP9CF2oIuLleUTSUnXSIAPBECIQAAAAD4DFEU6U6jrbc3drXbGcgPQzV6pnLpWX3PmWWtL85xRAzAiUQgBAAAAACPMHI9vbt5eERsYNsybU8dy9bSXEGXV6sq57OTLhEAnhqBEAAAAAB8yl6nr7fu7Wqj2ZHrh2oPLQVRqIvLi3p5aVHpJH9KATjZ+C0GAAAAAGN+EOqD3Ybe29pXc2DKC0Id9E0VMildW1nSSrmkGcOYdJkA8MwIhAAAAABAUtcc6a17u7pVb8n2PPUtRwPb0Uq5pEsrVc3lMpMuEQCeGwIhAAAAAFMtiiLdO+jorXu72u30FYSRGn1TyVlDV9eXdL5aVjKRmHSZAPBcEQgBAAAAmFqW4+q9rfqDwdGW66s9tFQp5nVppaJKMS+DI2IATiECIQAAAABTafehwdGeH6ptWvKDUC/VFvXy8qKyqeSkSwSAI0MgBAAAAGCqeEGgD3Yaen+7rubAlOsfDo4uZlO6ts7gaADTgUAIAAAAwNTomCO9dW9Ht/ZbcnxfPcvR0Ha0ujCnSysVlbIMjgYwHQiEAAAAAJx6URTpTqOttzf2tNfpyw9DNfqmUrMJvbK+pHMMjgYwZQiEAAAAAJxqluPqnc09fbjb1MC2ZTqeOuZIlVJel5YrqpYKky4RAF44AiEAAAAAp9ZOuzceHN2VH4RqDy35UaiLy4u6UGNwNIDpRSAEAAAA4NTxgkA3tg8HR7eGHw+OLuXSurbM4GgAIBACAAAAcKq0h5bevLerO/X7g6NtDW1Pa4slXVquqphNT7pEAJg4AiEAAAAAp0IYRbpTb+mdzT3tdQYPBkenZxO6dmZJ5yrzmmVwNABIIhACAAAAcAqYjqt3Nvb04d6BhrYj0/bUsWxVSzldWqmqUsxPukQAOFYIhAAAAACcWHEca6fd11sbu9psduWNB0eH48HRLy0tKJNkcDQAfBqBEAAAAIATyfUDXd+p6/pWQ21zPDh6YKqUTevSyrKW54sMjgaAz0AgBAAAAODEaQ0svbWxq9v1llzfV9e0Zbme1hdKusjgaAD4QgRCAAAAAE6MMIp0e388OLp7ODj6oG8qnUzolXUGRwPA4yIQAgAAAHAiDG1H72zu68PdA5nOx4Oja6WCLq0sapHB0QDw2AiEAAAAABxrcRxrs9nV2xu72m735QWhWkNTURTr4vKiXl5aVDrJnzYA8CT4rQkAAADg2Bq5nt7b3NcHew31LFu2F6g1tDSXS+vSclXL80UZDI4GgCdGIAQAAADg2InjWHvdgd66t6vNZkdeEKpjjmR7gc4szuvi8qIKGQZHA8DTIhACAAAAcKzcXyd/Y7uh1vDjdfKFdFJfPruk9cV5JWZmJl0mAJxoBEIAAAAAjo1Gb6i3N3Z1p9GW6wfqWbZMx9NKuahLKxXN5bKTLhEATgUCIQAAAAAT5wehPtxt6P3tuhp9U35w2BWUTiZ07cySzlbmlWSdPAA8NwRCAAAAACaqPbT09saubtfbsj1P/ZGr/sjW0txhV9BCITfpEgHg1CEQAgAAADARQRjqdr2ldzf3td8dyA9DNfuWEglDV1drOl8rKzXLnywAcBT47QoAAADghetZtt7Z3NNHe01ZrivT9tQ2R6rO5XVpuaJKMc86eQA4QgRCAAAAAF6YKIp076Cjtzf2tNvpyw9DtYaW4jjWpZWKLtQWlE0lJ10mAJx6BEIAAAAAXgjTcfXu5p4+3G1qYNsaub5aA0vlQk6XVha1NFekKwgAXhACIQAAAABHKo5jbbW6entjT1utnvwgVNu05Aehzi+VdXGpolw6NekyAWCqEAgBAAAAODK25+u9rX19sNNQ1xrJ8QI1h5ZK2bSurS9peb6oxMzMpMsEgKlDIAQAAADgSOx2+npnY1f3DjryglBd05bleVpfmNPF5YqK2fSkSwSAqUUgBAAAAOC5cv1AN3Yaur5dV2toygtCNfqmCumkvnJ2WeuL83QFAcCEEQgBAAAAeG4O+kO9dW9Xdw86cn1fPcvW0Ha1Ui7p4nJF8/nspEsEAIhACAAAAMBz4AehPtpv6r3NfdX7Q/lBqIPBUOnZWb2yvqRz1bKSicSkywQAjBEIAQAAAHgm7aGltzd2dbvelu15GtiuepajpbmCLi4varGYn3SJAIBPIRACAAAA8FTCKNLt/Zbe3drTXmegIIx00DeVSBi6ulrV+VpZqVn+5ACA44jfzgAAAACeWM+y9c7mnm7tN2U6rkzbU8caqVLM6+JyRdVSXoZhTLpMAMBnIBACAAAA8NjCKNKdekvvbO5rvzuQH4ZqDS1FUayLy4u6UFtUNpWcdJkAgC9AIAQAAADgsXTNkd7d2n/QFWS5vtoDS+VCVheXK1qaL2qGriAAOBEIhAAAAAB8ro9nBX26KyjSS0uLurC0oHw6NekyAQBPgEAIAAAAwGf6vK6gl5crWqYrCABOJAIhAAAAAN8lCEPdqbc/syvopaUF5egKAoATi0AIAAAAwCfc7wr6aK8py3VlOp465kjlfE4XlxeZFQQApwCBEAAAAABJh11Bt+stvbe1r73OQEEUfdwVVKMrCABOEwIhAAAAAOqYI727uadb+y26ggBgChAIAQAAAFPsUV1BzYGlOI718tKiLtToCgKA04hACAAAAJhSHXOkdzb2dLv+3V1Bl1YWVZujKwgATisCIQAAAGDK3O8KenfzcIPYp7uCXlpaVDaVnHSZAIAjRCAEAAAATJH20NK7m/u6td/UyPNk2p461kgLhcNZQXQFAcB0IBACAAAApkAQhrq1fzgraL87UBBGag4tSbEuLi/qQo2uIACYJgRCAAAAwCn3+V1BFS3NFWTQFQQAU4VACAAAADilHt0VZEoSXUEAMOUIhAAAAIBTqD20HmwQoysIAPBpBEIAAADAKeIHoW7tN/Xedl31h7qCDEkXlyu6UFugKwgAQCAEAAAAnBatgaV3Nnd1u96WTVcQAOBzEAgBAAAAJ5wXBPpor6n3t+tq9IYKwkgHA1MzBl1BAIBHIxACAAAATrB6b6B3NvZ076Ajx/c1tD11zJEqpcOuoFqJriAAwHcjEAIAAABOINvz9cFuQx/sNNQcmPLDSM2+pURCurRCVxAA4PMRCAEAAAAnSBzH2mn39c7mnraaXXlhoJ7laGA7qpUKenl5UZVinq4gAMDnIhACAAAATgjTcfX+Vl039w7UtUbyglAHfUuZZEKvrC3pXHVeqVle4gMAvhj/WgAAAADHXBhF2mx29c7GnnY6fflBqJ5ly3I9LZcLenmpooVCbtJlAgBOEAIhAAAA4BjrmiO9t7WvW/WWhrYj2wvUGlgqZJL68tllrS/OaTaRmHSZAIAThkAIAAAAOIaCMNTtekvvbe1rvzuUH0bqDC15Yaj1xTm9tLSouVxm0mUCAE4oAiEAAADgmGkOTL27uac79bZGnifT8dQZjjSXz+jamSUtzxeVmJmZdJkAgBOMQAgAAAA4Jlw/0M29A13frqvRNxWGkZpDU3EsvbS0qAtLC8qnU5MuEwBwChAIAQAAABMWx7H2uwO9s7mnjWZXru9rYLvqWY4Wi1m9vFRRba6gGVbJAwCeEwIhAAAAYIJGrqfr23V9uNtU2zTlB5EOBqaSiRldXqnofK2sTDI56TIBAKcMgRAAAAAwAVEUabvd0zub+9pudeWNV8mbjqfaXEEvLy9qsZCTQVcQAOAIEAgBAAAAL9hg5Oj97X3d3GuqP7Ll+qEOBqZyqaReWa/pbKWs1Cyr5AEAR4dACAAAAHhBwijSvYOO3tnY0153ID8I1bFGsj1fq+WSXl5a1Hw+O+kyAQBTgEAIAAAAeAE65kjvbe3r1n5TpuPK9gK1hpaKmZS+cnZFawslzSboCgIAvBgEQgAAAMAR8oNQt/abem+7rnp3oCCK1BpaCsNIZxfn9dLSoorZ9KTLBABMGQIhAAAA4Ig0ekO9u7mnuwcd2Z4n0/bUsUYq57N6aWlRy/NFJWZmJl0mAGAKEQgBAAAAz9nI9fTh3oE+2GmoObAUhKGafUszM9LF5UWdry4ol05NukwAwBQjEAIAAACekyiKtNXq6d2tw1Xyfhiqbznq264qpZxeXlpUrVRglTwAYOIIhAAAAIDnoGOO9P7Wvm7X2xrYh6vkmwNT6eSsrq5Wda5aVjrJy28AwPHAv0gAAADAM/CCQLf2W3p/u65Gbyg/jNQxLTl+oJX5ol5aWtRCITfpMgEA+AQCIQAAAOApxHGsve5A723ta+OgI8f3D4dGmyPN5TO6slrVaplV8gCA44lACAAAAHhCQ9vRje2Gbu431TEt+UGk5sBSYkZ6eXlR52sLyjM0GgBwjBEIAQAAAI8pCENtNLt6d3NPu52BgjBU17JlOZ6qpbxeWlpUtZRnaDQA4NgjEAIAAAAeQ3Ng6t3NPd076Mh0XNleoNbAUj6T1LUzSzqzOK/ULMfDAAAnA4EQAAAA8Dlsz9eHuwf6YLehg76pMIzUMi0FYagzlXldqJU1l8tOukwAAJ4IgRAAAADwCFEUabvd07ub+9pu9eSFgQa2q65pa6GQ08vLi1qaKygxMzPpUgEAeGIEQgAAAMCn9Cxb72/XdWu/qf7IluuHag1NpWYTurJa1blqWdlUctJlAgDw1AiEAAAAgDEvCHSn3tb72/va7w4VhJE61ki252t5vqCXaotaKOQYGg0AOPEIhAAAADD14jhWvTfUu5t72mh2ZXueTMdTZzhSKZfWV84ua21hTrMJhkYDAE4HAiEAAABMNdNxdWOnoZu7TbVNU34YqTWwZBjS+aWyXqotqpBJT7pMAACeKwIhAAAATKUwirRx0NG7m/va7fblB6H6I1sD21WllNfLS4uqlgqa4XgYAOAU+sJAyDCMfyLpj0g6iOP4e8bXFiT9j5LOS9qQ9ONxHHeNw8PU/42kPyxpJOn/GMfxm0dTOgAAAPB0WgNL723t606jLdNxZHuBWkNLuVRS19aXdLYyr9Qs/98pAOD0epwdmf+dpB/+1LW/Kem34ji+JOm3xp9L0h+SdGn89jVJP/d8ygQAAACeneP5endzT//m3Y/07uae+iNbB31LHXOk9YWS/lcvrevicoUwCABw6n3hv3RxHP+OYRjnP3X5RyV9dfzxP5P025J+cnz9F+M4jiV9yzCMecMwVuI43v+Cx5Druk9YOgAAAPB4oijSbnegG9t1bba68oJAQ9tXbzRSOZfVleWqlucLmjFm5HvepMsFAExI4PsKA1++58nzvFOdVTzt//Wx9FDIU5e0NP54TdL2Q7fbGV/7rkDIMIyv6bCLSGfPnn3KMgAAAIDP1zVHur5d172Djvq2LT+I1BxYSiZmdHF5UecqC8ok6QgCAEyXZ/6XL47j2DCM+Cm+7+uSvi5Jr776apxOs7kBAAAAz4/t+bq139SNnYYavaGCKFbX9mW7vpYW5vTS0qIWCzkZDI0GAIzNJpNKzCaVTKWUSqV0mrOKpw2EGvePghmGsSLpYHx9V9KZh263Pr4GAAAAvBBhFGm71dN7W/vabvfGx8M8dc2RSrm0vnJuWasLc0omEpMuFQCAiXnaQOjXJf1pST8zfv8vH7r+Fw3D+GVJ/6Gk/hfNDwIAAACel+bA1I2dhu7U2xrYtlw/VGtoKplI6OXlRZ2rllXInN7/txcAgMf1OGvnf0mHA6QrhmHsSPrbOgyCfsUwjD8jaVPSj49v/hs6XDl/W4dr5/+zI6gZAAAA+ISR6+nDvQN9uHugZt9UEEXqmCM5fqCluQLHwwAA+JTH2TL2Jz/jSz/0iNvGkv7CsxYFAAAAPI4wirRx0NF7W/va7fTlh6EGtqueZWsul9GV1apWyyXNcjwMAIBPYJ0CAAAATqRGb6j3t/d176Aj03HleIFaQ0vpZEKXVio6Vykrl05NukwAAI4lAiEAAACcKKbj6oOdhj7ab6o5sBSGkdrmSF4QaqVc0oXagsr5LMfDAAD4HARCAAAAOBGCMNTdRlvvb9e11x3ID0INRo56I0cLhay+dGZJy/NFJWZmJl0qAADHHoEQAAAAjrU4jlXvDfX+1uHxsJHnyR4fD8smZ3V1raqzlbKyqeSkSwUA4MQgEAIAAMCxNbQd3dhu6KP9ltqmqWB8PCwIQ60vlHS+tqhyPjvpMgEAOHEIhAAAAHDs+EGoO42W3t+qa783VBCG6o9sDWxPC4WsXlpa1NJcgeNhAAA8JQIhAAAAHBtxHGuvO9D7W/vaaHZl3z8eNrCUSyf1ylpNZypzyiQ5HgYAwLMgEAIAAMCx0B/ZurHT0K39ljqmJT+M1B5aiuJYZyrzulAray7H8TAAAJ4HAiEAAABMlOsHulNv6fpOXfWeKT8I1RvZMh1XlWJeLy0tqDZX1Axr5AEAeG4IhAAAADARURRptzPQe9v72mp25fi+LNdXa2CpmE3pS2eWdWZxTqlZXrICAPC88a8rAAAAXrj20NL17bruHrTVs2z5QaTWwJIM6UKtrPO1BZWymUmXCQDAqUUgBAAAgBfGclzd3G/q5u6BDvqmgihW37Jlua6qpYIuLC2oWipwPAwAgCNGIAQAAIAj5wWB7jU6ur5T1153oCAMNbA99cyRSrm0vufsstYW5pWaTUy6VAAApgKBEAAAAI7M/TlB72/XtdX6eI18e2gpnUzo4kpFZyvzKmTSky4VAICpQiAEAACAI9EaWLqxU9edRlv90eGcoLZpKYpirZZLOl9bUDmflcHxMAAAXjgCIQAAADxXpuPqw90DfbTfVHM8J6hnjWQ5niqlvC7UFlSbKygxMzPpUgEAmFoEQgAAAHguvCDQ3UZb17cb2u/dnxPkqmfaKuXS+sq5Fa0ulFgjDwDAMcC/xgAAAHgmURRpp9PX+9t1bbd6D+YEtYaWMslZXVqt6GylrHw6NelSAQDAGIEQAAAAnlpzYOrGTkN362317cM5Qa2hpVix1hdKOldlThAAAMcRgRAAAACe2NB2Pp4TNLAURrG61kgjx1N1rqALtbKqJeYEAQBwXBEIAQAA4LF5QaA79baub9e13xs+mBPUH9kqZe/PCZpTajYx6VIBAMDnIBACAADAF4qiSNvtnq5v17XV6snx/U/MCbq8UtWZyjxzggAAOCEIhAAAAPC5DvrDwzlBjY4Gti0viNQezwk6szj3YE4QAAA4OQiEAAAA8EiDkaObew/PCYrUtWzZrqdqqaDztQXV5gqaYWA0AAAnDoEQAAAAPsH1A92pt3R9p6H6/TlBI0d929FcLqNL51a0UmZOEAAAJxmBEAAAACRJYRRpu9XT9Z26tj81Jyg7nhN0tjKvHHOCAAA48QiEAAAAplwcx6r3hvpgp6F7zY6GtnM4J2hgSUasM4vzOl8ta545QQAAnBoEQgAAAFOsPbT04e6B7jTa6pgjhVGkjjmS4wWqlgq6sFRWtcScIAAAThsCIQAAgCk0tB3d3Gvq1n5TB31TYRSrP7I1sF3N5zO6vFLV6kJJyQRzggAAOI0IhAAAAKaI7fm6U2/pg92G6j1TYRRqYHvqmSMVsildW1/S+uKcsqnkpEsFAABHiEAIAABgCvhBqM1WV+9v7WuvO5AXBBq5vtrmSJlkQi8vL+pspaxiNj3pUgEAwAtAIAQAAHCKhVGk3U5f17cb2mp1ZXueXD9Ua2hpxjB0ZnFOZytllfNZGcwJAgBgahAIAQAAnEJxHKvRH+rGdkMbza4Gti0/PBwY7QeRanN5na8uqFLKMzAaAIApRCAEAABwyjxqc1jXsjVyPC2WcrpQW9TSXEGJmZlJlwoAACaEQAgAAOCUeNTmsIFtqz863Bz2e86vaKVcUmqWl4AAAEw7Xg0AAACccB9vDjtQvTdUGIUa2p66bA4DAACfgUAIAADghLq/Oez6dl27nb68IJDtBWoNLaVn2RwGAAA+G4EQAADACRNFkXbGm8O2W12NPrE5TGwOAwAAX4hACAAA4IRgcxgAAHheCIQAAABOgI450gc7jc/cHHa+uqCluYJmE4lJlwoAAE4AAiEAAIBjbGg7+mi/qY/2mmoOLAVh9InNYV85t6LVBTaHAQCAJ8MrBwAAgGPoMzeHWSMVMim9slbTmco8m8MAAMBTIRACAAA4Rlw/0L2Dtm7sNFTvDuWFn9octrSoM5V5lbKZSZcKAABOMAIhAACAY8ALAm21erqxU9duZyDX9+V4gdrmSDOGtL5Q0rnqApvDAADAc0EgBAAAMEFBGGq73dONnYZ22n3ZnicvCNUejhTFkaqlApvDAADAc0cgBAAAMAFhFGm30x8HQT2Zjis/iNSxRvKCUNViXudrZVVLBSVmZiZdLgAAOGUIhAAAAF6gKIq01x3ow90Dbba6GtqOgjBS17Tl+L4WiqyQBwAAR49ACAAA4AWI41j13lA39w5076Cj/shWGMbqWCONXF8LhZyurFW1PF9SapYgCAAAHC0CIQAAgCMUx7GaA1M395q6d9BRxxwpjGL1LVum62kul9al5YpWyiWlk7w0AwAALwavOgAAAI5Ie2jpo/2m7tTbag0tRVGs/sjWwHY1l0vrS2eWtFouKZtKTrpUAAAwZQiEAAAAnrOeZeujvaZuN1pq9k1FcazByFF/5KiQTena+pLWFkrKpVOTLhUAAEwpAiEAAIDnZDBydLvR0kd7TTUHloIw1NDx1LNGyqWTurRa1ZnFORUy6UmXCgAAphyBEAAAwDOyHFd3Gm19uHugRt9UGIUybU9dy1YmldDLS4s6U5lXKZuZdKkAAACSCIQAAACemu35utdo68ZOQ43+UH4YynJ9dcyR0rMJnavO62ylrLlcRoZhTLpcAACABwiEAAAAnpDrB9o46OjGTkP7vYG8IJDtBeqYlhIzMzqzOKezlbLK+SxBEAAAOJYIhAAAAB6TH4TaanV1faehvU5fju/L9UO1hyPJiLU8X9LZyrwWi3nNEAQBAIBjjEAIAADgC/hBqO12Tx/sNrTb7mvkefKCwyAoiiNVSwWdq5ZVKeaVmJmZdLkAAABfiEAIAADgMzwqCPKDSB1rJC8IVS3mda5aVm2uQBAEAABOFAIhAACAT/m8IMj1Ay0WczpfXdDSXEGzicSkywUAAHhiBEIAAABjXhBou9XTB7sH2ut8OggKtVjM6tpaTUvzJaVmCYIAAMDJRSAEAACm3sNB0G6nL/uRQdA8QRAAADg1CIQAAMDUepwg6EvrZdXmigRBAADgVCEQAgAAU+d+EHRjp6G97kC258kLInUJggAAwJQgEAIAAFPjcYKg7zmzoGqpQBAEAABONQIhAABw6nlBoK1xELT/OUFQba6gJFvDAADAFCAQAgAAp9bnBUFeEGqhQBAEAACmE4EQAAA4db4oCFos5HSuWiYIAgAAU4tACAAAnBqfFQR1zJH8kCAIAADgPgIhAABw4rl+oK1WVx/sHjwUBIXqmDZBEAAAwCMQCAEAgBPL9QNtNjv6cO9A+90hQRAAAMBjIhACAAAnju352mp2dXP/0UFQpZDX2eo8QRAAAMBnIBACAAAnhuW42mh2dHOvqUbflOv7nwyCinmdq5ZVLeUJggAAAD4HgRAAADj2BiNHdw/aurXf1EHflB+GcrxAXctWEEUPgqBaKa9ZgiAAAIAvRCAEAACOrY450t1GW7frLTUHlsIolO0F6pgjSbEqxYLOVuZVJQgCAAB4IgRCAADgWInjWK2hpTv1lu4edNQaWIriSKbjqWfZSszMaGm+oDOL86oU80rMzEy6ZAAAgBOHQAgAABwLcRyr0R/q1n5LGwdddUxLURwfBkEjW6nZGa0vzmltYU6LxbxmDGPSJQMAAJxYBEIAAGCiwihSvTfUR3sH2mr11LVsRVGsoe2oN3KUS8/qfKWstcU5lfNZGQRBAAAAz4xACAAATEQQhtrt9HVzr6nddl9921YYSYORraHtKpdJ6tJKRWsLJZWyGYIgAACA54hACAAAvFBeEGin3dfN3QPtdgcyHUdhGKs/cjR0XJWyKV1Zq2q1PKdiNj3pcgEAAE4lAiEAAPBCOJ6vrVZXH+41td8dyPY8+WGknmXLdn2Vcml9z5klLZdLyqdTky4XAADgVCMQAgAAR2rketpsdvXh7oEa/aEc35cXROpaI7leoPlCVpeWK1qaLyqbSk66XAAAgKlAIAQAAI7E0HZ076Cjm3tNNfumvDCQ64fqWiP5YaSFQlbX1mpami8qNctLEgAAgBeJV18AAOC56lm27jRaul1vqzkwFYShbC9Q17QVK9JiIa+z1bKqpbySicSkywUAAJhKBEIAAOCZxXGs1tDSvUZHdxottYYjhVEoy/XVs0YyDEOVUl5nK4dBUGJmZtIlAwAATDUCIQAA8NTCKFK9N9Tt/Za2Wj11TEtRHMtyPHVHtlKJGa3Ml3SmMq+FQo4gCAAA4JggEAIAAE/MCwLtdvq6udfUXmeggW0rig7nBvVtV5lkQmcr81pfmFO5kNOMYUy6ZAAAADyEQAgAADw2y3G11erpo/2m6r2hbM9TGMbqjxwNHFfFTEovLy1qbaGkuVxGBkEQAADAsUQgBAAAvlDXHGmj2dXtelPNviUvDOQFoXqWI9vzNZdL63vWl7RcLqqQSU+6XAAAAHwBAiEAAPBIcRzroG/qTqOtjWZH7fGgaNsL1DNtBXGohUJOV9eqqs0VlEkmJ10yAAAAHhOBEAAA+IQgDLXfHeqj/aZ22j11LVtxHMt0PHUtW8nEjBZLOZ2tzGuxyOp4AACAk4hACAAASJIcz9dOp6+bewfa7w5lOo7CSBratgYjV9n0rM5V57W2MKcFBkUDAACcaARCAABMuaHtaLPZ1Uf7TR30TTm+Lz+M1B85shxPxWxKl1erWikXVcoyKBoAAOA0IBACAGAKxXGsjjnS3UZHdxottYaWgjCU64fqWra8INBcLqsvn1vW8lxRuXRq0iUDAADgOSIQAgBgikRRpHpvqNuNtraaXXXMkaI4kuX66lm2pFgLhbzOVuZVLeWVmuWlAgAAwGnEqzwAAKaAH4Ta7fT10X5Tu52++iNbUSSZrqueZSs9m9DKfFFri3OqFPNKzMxMumQAAAAcIQIhAABOsZHrabvV0839A9W7Q408T2EYq287Gtqu8umkXlpa0Gp5TvP5LIOiAQAApgSBEAAAp0wcx+patrZaXd3ab6k5MOUFgbwgUt+yZXu+Srm0XlmvaWW+pGI2PemSAQAA8IIRCAEAcEqE4/lAdxptbbe6ag8P5wPZXqCeZSuIIs3nsrq8WlFtrqhsKjnpkgEAADAhzxQIGYaxIWkoKZQUxHH8qmEYC5L+R0nnJW1I+vE4jrvPViYAAPgsI9fTTrunW/WW6r2hhrYzng/kqW/ZSiQMLY4HRVdKeSUTiUmXDAAAgAl7Hh1CPxjHceuhz/+mpN+K4/hnDMP4m+PPf/I5PA4AABi7vzZ+s9nVnUZLzYElLwgUhJH6I0em4ymXTupsdV6r5ZIWCjkGRQMAAOCBozgy9qOSvjr++J9J+m19QSAUx7Fc1z2CUgAAOF2CMFSjb+puva3dTl8d6/BYmOOF6o9seUGouVxGV5cWVJsvqpBJSZKiIFA04doBAACOu8D3FQa+fM+T53mnOqt41kAolvS/GIYRS/pv4zj+uqSlOI73x1+vS1p61DcahvE1SV+TpLNnzz5jGQAAnG4j19Nup6/b9bYO+kMNncNjYZbrqTdyNDtjaLGQ0+rCnCrFnFKzjAkEAADAZ3vWV4s/EMfxrmEYNUnfMAzjw4e/GMdxPA6Lvss4PPq6JL366qtxOs2GEwAAHnb/WNhGs6O7jfaDY2F+GGlg+xo6ngrppF5armp1oaRyPsuxMAAAgGcwm0wqMZtUMpVSKpXSac4qnikQiuN4d/z+wDCM/0nS90lqGIaxEsfxvmEYK5IOnkOdAABMjSAMtd8d6m6jra1WT13r421hDx8L+/KZJdXmiqyNBwAAwBN76kDIMIy8pJk4jofjj/+gpP+7pF+X9Kcl/cz4/b98HoUCAHDaWY6rnXb/wbYw07m/LcxVf3wsbKGQ0/rivKqlPMfCAAAA8NSe5ZXkkqT/yTCM+/fzz+M4/k3DML4j6VcMw/gzkjYl/fizlwkAwOkUx7Haw5E2Wx3dqbfVGljywsNjYfe3hRXSSZ2vlLXCsTAAAAA8J08dCMVxfFfS73nE9bakH3qWogAAOO3uHwu7XW9qpz34xLGwnmXLD0PN5bL68pklLc0XVchwLAwAAADPD73mAAC8QPePhX2031Kj//GxsKHjamA7mp2Z0UIhpzOVebaFAQAA4MjwKhMAgCMWRZGaA0tbrZ7uHTx0LCyI1LcdWY6nfCapC9WyVsolzXMsDAAAAEeMQAgAgCNie772OveHRA/UtxzFig+PhZm2/CjSXC6j7zm7rKW5AsfCAAAA8MIQCAEA8BxFUaS2OdJms3vYDTQcyfV9hVGsoe2ob7tKJRJaLB1uC6sU80rNJiZdNgAAAKYMgRAAAM+B7fna7w50u97SfnegnmU/6AYa2I4cz1cxm9al5YqW54uaz2c1c7ipEwAAAHjhCIQAAHhK91fGb7W6utNoqz205DzoBjocEp1MzGg+l9MrazVVSwVlU8lJlw0AAAAQCAEA8KQcz9d+b6Db+23t9w67gaI4kuMF6tuOHC9QMZvSS0uLWhl3AzEkGgAAAMcJgRAAAI8hjmN1zJG22z3dqbfVGlqyPU9hJJnj2UCzM4bm81ldXa2pWsorl05NumwAAADgkQiEAAD4HK4fHM4GarS03xmqa40UxZFcP1R/5Mj2fBUyKb1UK2tpvqiFQo5uIAAAABx7BEIAAHxKHMfqWva4G6il5uChbiDH1WDkaGZGms9ndWW1okqpoDzdQAAAADhBCIQAABjzgkD13lB36i3tdgbqWrbCKJTrhxqMHI08X/lMUueqZa2U6QYCAADAyUUgBACYanEcq2fZ2mn3dKveUmtgaeR5iiLJdD0NRrYMQ5rLZXVxpaJqKa9CJj3psgEAAIBnQiAEAJhK97uB7jU62un01DEPu4G84HA20Mj1lU8ndaYyp5X5OS0UsppNJCZdNgAAAPBcEAgBAKZGFEVqmyPttHu6d9D5RDeQ5Xoa2LbiWJrLZfTy8qJqpQLdQAAAADiVCIQAAKee6bja7w50p9FWozdUz7IVKz6cDWQ7slxf+fSsVstzWl0oaaGQU5JuIAAAAJxiBEIAgFPJD0IdDExtHHS03eqpY47khYHCKJZpu+rbrhIzUjGb0Uu1BdXmiipkUjIMY9KlAwAAAEeOQAgAcGrcXxe/2+7pTqOj1tCS6TiKY8n2fA1sR44XqJhN6/x4U1g5z2wgAAAATB8CIQDAiTdyPdV7Q91ttLXfHao3uj8gOtLQdmQ6ntLJhMr5rFbXS1os5pVLpyZdNgAAADAxBEIAgBMpjCId9E1tt7vaOOiqbY7k+r7CSLJcV0PbURTHKmUzemW9pmqpoLlcRjMcCQMAAAAIhAAAJ0vPsrXX6etOo6PmwNTAdiTFsr3gwZGwfDqp1fKcVsqHA6JTsxwJAwAAAB5GIAQAOPYcz1ejP9S9g452O311zMMjYX4YaWi7GjquUokZzeWyurpa1WIxz7p4AAAA4HMQCAEAjqUoitQaWtpq9XTvoKOOOZLteYqiw5lBfdtRGEUqZtO6vFzV0vzhkbDEzMykSwcAAACOPQIhAMCxMhg52u8OdKfR1sFgqL7lKFYs1w81GDmyPF+51KyW5wtaLc9poZBTOsk/ZwAAAMCT4BU0AGDi7h8J22r1tNPuqWOO5IehwjDW0HE0sD0lZqS5XFYvryyqUsyrmEnLYEA0AAAA8FQIhAAAE+EHoZoDUzudnjabXXVMW7bnKY4ly/U0tF15QahiNqWXagtami9ooZDjSBgAAADwHBAIAQBemDCK1B5a2u30x3OBbJmOKymW4wUaOq4s11M2NauFQk5rCyUtFvPKppKTLh0AAAA4VQiEAABHKo5j9Sx7PBeoo7ZpPpgL5AWRTNvV0HWVnJlRKZfWS7UFVUp5FbMZzXAkDAAAADgSBEIAgCMxtB3Ve4er4hs9U73R4ar4w7lAroa2Kxmxipm0rqxUVS3lNZ/PciQMAAAAeAEIhAAAz43t+Wr0htpsdrTbHahn2vLCQGF0fy6QoyCMVMymdL5WVm2uoHI+p9RsYtKlAwAAAFOFQAgA8Ez8INTBwNR2q6etVldd6+Ph0CPP19B25fqBcumkVuaLWi6XVM5nmQsEAAAATBCBEADgiYVRpNbgcDj0RrOjjjkaD4eWbC+QaY+HQ6dnNZ/ParVc0kIhp3w6xap4AAAA4BggEAIAPJY4jtUxR6r3Brrb6Kg1tDQY3R8OHWpouzIdT8nZGZWyGb20xHBoAAAA4LgiEAIAfK7ByDkMgQ46Ouib6o8chVGoIIxkOq4GtqcZQypmM7qyWlVtrqC5XIbh0AAAAMAxRiAEAPguQ9tRc2Bpo9nRfnegnmXLD8PxcOjDDWFhFKmQSeml2oJqcwXN57MMhwYAAABOCAIhAICkT4ZA9d5QPcuWFwSK48MNYabjyvECFTIprZRLWpkvqlzIKpNkODQAAABw0hAIAcAU+7wQaOT5Mh1Xthcol5pVOZ/V6npJC8W88unUpEsHAAAA8AwIhABgygxtRwd9UxvNrhr9oXqmLS/87hAom0yolMvo8kpVC4WcStk0G8IAAACAU4JACACmwGDkqDk4DIHqvYH6lvOZIdBcLqvLK0UtFHIqZtNsCAMAAABOIQIhADilHoRAB13V+58MgSzXk+V6hyFQKqG5LCEQAAAAME0IhADgFPmsECiKpJH33SHQldWiynlCIAAAAGDaEAgBwAlHCAQAAADgSREIAcAJE8exhrarRn+ozfuDoS1bfhgSAgEAAAB4LARCAHACxHGs/rgT6LNCINPx5PjjECh3GAItFHIqZAiBAAAAAHwSgRAAHFNhFKljjtTsm9psddUajDSwHwqBXE+mexgC5VKzms9ntDxPCAQAAADgixEIAcAx4gWB2sOR6r2BNps9da2RhrarKI4URpI9DoFcP1B2HAKtzJdULmRVzKRlEAIBAAAAeAwEQgAwYSPXU2toabfd106np/7Ilem4kmIFYSTL8WS5vrwgUC6dJAQCAAAA8MwIhADgBYvjWAPbUWtgabPV1UHPVN92ZHueJMn1Q1muJ8vxFCtWPp3S8nxBtbmC5vNZ5dMpQiAAAAAAz4RACABegDCK1DVtHfSH2mx11R6O1B8dzgOKY8nxA5mOq5HrazZhKJ9O6XxtQdVSXnO5jLKp5KSfAgAAAIBThEAIAI7I/XlA99fDH84D8hRG4YN5QJbnyXZ9pZOzKmRSOlspa7GYUymbUWo2MemnAAAAAOCUIhACgOdo5HpqD0fa6/a11eqpP3I+OQ/I9WU53oN5QHPZjC6vVFXOZ1XMppWYmZn0UwAAAAAwBQiEAOAZxHGsoe2qNbS01eqq3h1+Yh6QF4QyncN5QFEcK59Jamm+oKW5guZyWRUyzAMCAAAA8OIRCAHAEwrCUB1zpNbA0la7p/bQUt9y5IXBJ+cBeb4ShqF85v48oJzmclnmAQEAAACYOAIhAPgCcRzLdFx1zJH2u0PtdvoajBwNHVdRHCmKDo+KWZ4n2/OVnk0on0nrbKWshUJWc7ks84AAAAAAHCsEQgDwCH4Qqmt9sgtoYLtyfX/89UiW62nk+g/mAZWyaV1aXlS5kFeJeUAAAAAAjjECIQDQJ7uA9joD7XYHGowHQt/vArJ9X6NxCDQzI+XTKS3NF1Qr5TWfzymfSWmGeUAAAAAATgACIQBT634XUHNgarvd/64uIC+IHgRAXhAom5pVfrwafqGQVSmbUTrJr1EAAAAAJw9/yQCYGvc3gnXMkfa6A+2Nu4CGtqNY8Se6gCzXU2LGeNAFtDRXUCmXUSGTpgsIAAAAwIlHIATgVPOD8UawoamtVk8dc6T+yJEXBJI+7gKyXO9wFlAqqXwmpXOVssp0AQEAAAA4pfgrB8Cp8ukuoN1OXwPbkWm7D7qARp4n2/U18j6eBbRaLqpaogsIAAAAwHQgEAJw4tmer55lqzW0tD3uAhrYD3cBheMuIF9+ECqbnlU+nda5Kl1AAAAAAKYTfwEBOHG8IFDXtNUxLe10BmoPLA0dV5brSYoVRpL9UBdQYsZQLp180AU0l8uyEQwAAADAVCMQAnDsBWGonuWoY1ra6w7U6JsyHffBMbA4lhw/kO35sr2Pu4AK6YzO18oqF3IqZdNKzfIrDwAAAAAkAiEAx1AUReqPHHUtW/u9gfa7Qw1tR6bjKYxCSZLrh+MuoEBuECiVTCibSmp9cU6LhRxdQAAAAADwOQiEAEzc/UHQXWukRs/UbrevwciR6bjyw8MAyA8ijcYdQLbnKzU7o2wqqdp8QdVSXsVsRoVMSslEYsLPBgAAAACOPwIhABNhOa66lq2D/mEA1DMdma4r1/clSWEYa+T5hxvBxnOAsqmkyoWsrhQrKuUyKnIMDAAAAACeCn9JAXghHM9Xd7wJbLfTV3toyXQ82Z4nSR8PgvZ82V6gOI6USydVyqb1Um1R8/nDdfDZVHLCzwQAAAAATj4CIQBHwvF89UeHg6B3OwO1PrUJLIokNwg0cj2NXF9hFI3Xwae0vjinhUJOhUxauVRSBnOAAAAAAOC5IhAC8MziONbI9Q4DIGukvc5AneFIputp5HqK4khxLLl+8GAOkBcEyiSTyqVTurBU1GIhp2I2rVyaQdAAAAAAcNQIhAA8sSiKZDqHAVBraGmvM1BvNJLleBp5vjReBe8Fn9oENptQNp3U2sKcKsXcg0HQiZmZST8lAAAAAJgqBEIAvlAYRRqMHPVGh0OgD9fAu58YAn3/CNj9LWB+ECr50CawxWJeczk2gQEAAADAcUAgBOC7eEGg/shRz7LV6A1V75syHUeW4z1YAx9GsWzPl+MHcjxffhgqk5xVJpXUWrmkheLhDKBCJq3ULAEQAAAAABwnBEIAZHu++iNbXXOk/d5QzYEly/FkuZ7C6DAA8sNIjncY/th+oCiOlE3NKpNMablW0EIhr3w6pXw6qVk6gAAAAADgWCMQAqZMHMeyxgOg20NL+92BOuZIluvJcjzFiiXdn/9zeATM8XzNzBjKpmaVS6d1pjqv+VxWhUxK2VSSGUAAAAAAcMIQCAGnnB+EGjquBuMB0Pu9gQYjR6bjyX5oALTr3w9/AjlBoGRiRpnUrMr5rBaXFzWXyyifPgyAWAMPAAAAACcbgRBwitzf/jWwDwdA17tDtc2RRo6nkffw/B/J9Q/DH9v35QWh0rMJZVKzqs7lVSnlVcyklc+klEkmJ/ysAAAAAADPG4EQcELF8eFQ56Htqj+y1eibOuibslxPI9eTM97+JUleEMnxgwchUBBFyiRnlU3Nan1xTgv5rIrZjPJsAAMAAACAqUAgBJwQfhBqYDsa2I5aA0v1/lCDkaORe7jmPYojSVIYxnKCQO5D3T+zCWMcAKW0tjCncj6rfCalfDrF/B8AAAAAmEIEQsAxFEWRho6roe2qY45U7w3VMUeyXV+W5ykYH/2KIskNxp0/fijH92VIyiRnlU4mtbZQ0nw+p2ImpVw6pUxylvk/AAAAAIDjGwj5vq+dnR05jjPpUl6oTCaj9fV1JZnbMjXuH/0a2I76lqNGf7z23T1c++5+4uhXKMcP5Y5Xv4dRqHRyVpnkrBYKWZXzh8Ofc+kk278AAAAAAJ/p2AZCOzs7KhaLOn/+/NR0NMRxrHa7rZ2dHV24cGHS5eAIxHGskevJdDwNbUdt09ZBf6iBfXj0a+R+vPY9DGPZvi/XD+T4wUNHv5LKpVNaW5zTfD6rfDqpbCql1CyzfwAAAAAAj+fYBkKO40xVGCRJhmFocXFRzWZz0qXgOQijSJbjyby/8t20Djt/xuveH57788mjX4EcL5BhSJnUrNKzSa0vlDRfyKmYSSubSnL0CwAAAADwTI5tICRpKv/gncbnfBr4QSjTcWU6nnqjkZoDS+3h6EHwY3u+dL/zJ5K8IJDrB+MQKFQYRUonE8okZ1Up5jWfz6qU5egXAAAAAOBoHOtA6L7fvn77yO77q1+6eGT3jdPJ8XyZ486f9nCk5sBUb2Q/CH68IHhw2yCM5AahXD8Yh0Ch4jhWKplQenZWxWxaZxezms9nlUsfHgVj7TsAAAAA4KidiEBI0uEf4Lb73O6vkE2rkEk98ff9w3/4D/W1r31NuVzuib/3p3/6p1UoFPTX//pff+LvxYv38Lyfge2oNbTUGlgaOu6D8Of+ti9J8oJI3rjrxxkHQDOGoXRyVunZhBaLec3nMipmM8qmDjt/mPsDAAAAAJiEkxMI2a7q/cFzu79llZ46EPqJn/iJpwqEcHz5Qfhgq9dgZD848mW5j57344fh4XEv7zAA8sNIswlD6dnxuvdiTvO5jPLjmT8c+wIAAAAAHCcnJhC67/eeX3vm+3h7Y/exbmdZln78x39cOzs7CsNQP/ZjP6a9vT394A/+oCqVir75zW/ql37pl/T3/t7fUxzH+pEf+RH9/b//9yVJv/mbv6mf+qmfUhiGqlQq+q3f+q1P3PfP//zP61d/9Vf1q7/6q8pms8/8nPB4Hg5+LMdVe2ipbdoybfcTG70+nvcTywtCub4/PvoVKgzDB0e+sumkVsolzeXSyqVThwOfU0nNMAsKAAAAAHCMnbhA6EX6zd/8Ta2urupf/at/JUnq9/v6p//0n+qb3/ymKpWK9vb29JM/+ZN64403VC6X9Qf/4B/Ur/3ar+n7v//79Wf/7J/V7/zO7+jChQvqdDqfuN9/9I/+kb7xjW/o137t15ROpyfx1E49Lwg0cn1ZrqfhyFHXGn1u8BPHkh8eHvnywvDBwGfF8eGRr+Ss5nIZzeeyKuUOj3zlxke+GAQOAAAAADhpCIQ+x5e//GX9tb/21/STP/mT+iN/5I/o9//+3/+Jr3/nO9/RV7/6VVWrVUnSn/pTf0q/8zu/o0QioT/wB/6ALly4IElaWFh48D2/+Iu/qDNnzujXfu3XlEwmX9yTOaW8IJDleBp5/kPBz0im7cker3B3Pyf48YLDtyAMlZydUSqRUCo5q2opr7lcVsVs+sGmL4Y9AwAAAABOCwKhz3H58mW9+eab+o3f+A39rb/1t/RDP/RDz3yfX/7yl/X2229rZ2fnQWCEL/bp4KdjjtSxRhrarpxxt893Bz+hPD98dPAzm1AqkdBC4XC9eyGTUi6dUjo5q0xylnk/AAAAAIBT7cQFQo87/+d52Nvb08LCgn7iJ35C8/Pz+oVf+AUVi0UNh0NVKhV93/d9n/7yX/7LarVaKpfL+qVf+iX9pb/0l/T7ft/v05//839e9+7de3Bk7H6X0Pd+7/fqz/25P6c/+kf/qP71v/7XWl1dfWHP57gLo+jBAGfb82U6rrqmre4TBT+BvCD6ZPAzO0vwAwAAAADAQ05MIFTIprWs0nO9vy/y3nvv6W/8jb+hmZkZJZNJ/dzP/Zx+93d/Vz/8wz+s1dVVffOb39TP/MzP6Ad/8AcfDJX+0R/9UUnS17/+df3xP/7HFUWRarWavvGNbzy43x/4gR/Qz/7sz+pHfuRH9I1vfEOVSuW5Pa/j7tOhz9B21bNs9Ua2TMc7nN0znt/z8Er3RwY/fqggij4V/OQ0l80oPw5+MuP5PwQ/AAAAAAB8zIjjeNI16NVXX41ff/31T1z74IMP9Morr0iSfvv67SN77K9+6eKR3ffTevi5n0QPhz4j15PpeI8V+khSEEaHM36CUH4Yyg8O3z4d/BQyaZUyaRWyh2vdCX4AAAAAAM9qrztQs2/q95xf1UtLizpbKU+6pGdiGMYbcRy/+qivnYgOoeMY2ky7IAw/dbxrHPpYtoaOO17V/ujQxw8jBZ8OfcLDY16JGUPJ2YSSicO3+VJGxUxaxVxGmfExL4IfAAAAAACezYkIhPDihVEkx/PlBuH4faCh7WpgO+pbznMPfQqZtAqZ1IMV7+nZWVa6AwAAAABwRI51IBTH8dQFAi/iCF8cx/LDUI4XyPF9uX6okevKdDwNbFdDx9HI9R+EOV4QyvMDxfpkbY8MfcbHux4OfdLJWZXzGRXSaeUfCn0yyVklE4Q+AAAAAAC8aMc2EMpkMmq321pcXJyawCCOY7XbbWUymWe6nyiKHmzjuv/edA67e0zH09Bx5Xj+gyHNfnj49mn35/mEYSQ/PAx6guDjjxMzhlLj0Cf1qdAnk0oqPTurdDJB6AMAAAAAwDFzbAOh9fV17ezsqNlsTrqUFyqTyWh9ff0zvx5Ghx05h+vVD49s3Z/hM7BtDW1Plus9CHru3y6Ko0/cTxTpMOB5OOiJwnEIFCoKYyUShmYTM5pNzCiZSCibSipbSKqYSSuXThL6AAAAAABwQh3bQCiZTOrChQuTLuOFuH+E6zDoCdW2bHmBKcfzZbm+TMfVyD3c2OX6wYNZPH54GOB4YSh96jhXGMYPvh5E4YPjXX4YKYxCxZJmZ2aUHAc+s4mE5tIZZdNJ5dNJZVOpBxu9Dt8nGOQMAAAAAMApcWSBkGEYPyzpv5GUkPQLcRz/zFE91nH1qG4eLwhlOZ5G7mEnz8jzZbu+vDB4ENgchj2Hwc0j7zeMFUSRwigad/lEH4c/4eH1mRnjocDn/hyfpHLplHKpw+6e+0FPajah2URCM3T4AAAAAAAwFY4kEDIMIyHp/yXpfytpR9J3DMP49TiObxzF4x0He52+upatRt9UfzTSyD0c1nwY1BwGPJ/u4nnY/SNcYXQ4s+fhwOfjAChUFEmJhKHEOPBJjEOfXCqp2cTMg8DnfmdP8n7g8zndPfeDJAAAAAAAptmnN2ifZkfVIfR9km7HcXxXkgzD+GVJPyrpkYFQHMdyXfeISnkx2oOhvn1zU33HfnAtjg+7hB4Oe+538Hz8FiuMIsmQEjMzShgfBz2JxIwyMzNKzM4oMZMcB0Gff2wr8D0NfO+ony4AAAAAAKeSIUO+58nzvBOfVXyeowqE1iRtP/T5jqT/8OEbGIbxNUlfG39qZjKZm0dUy4szmyrIkCGNz14xZflkCoM5JWb7ky4DmFr8DAKTx88hMFn8DAKTFQZzmpnpKghsxVEw6XKe0bnP+sLEhkrHcfx1SV+f1OMDn8UwjNfjwH910nUA04qfQWDy+DkEJoufQWCyDn8G41P/M3hUa6N2JZ156PP18TUAAAAAAABM2FEFQt+RdMkwjAuGYaQk/QlJv35EjwUAAAAAAIAncCRHxuI4DgzD+IuS/rUO187/kziOrx/FYwFHgKOMwGTxMwhMHj+HwGTxMwhM1lT8DBpx/Nmr0AEAAAAAAHD6HNWRMQAAAAAAABxTBEIAAAAAAABThkAIkGQYxhnDML5pGMYNwzCuG4bxVyZdEzCNDMNIGIbxlmEY//OkawGmkWEY84Zh/H8Mw/jQMIwPDMP430y6JmDaGIbxfxm/Hn3fMIxfMgwjM+magNPMMIx/YhjGwf+/vft3ubKM4zj+/sLj0KMgtUjpYIMoEpThIAkO/gCpSMeGwqEx+gGC5D8gDhE1BaGooOhgQk1S6OASDUlU5OBQ2FOP+UD4gxaVPg73Hcizn3PJud4vONzXuabPcuA+n/O9r1NVvzy290xVfVtV18fr0y0zToqFkDR4CBxMshnYBrxbVZsbZ5J69AFwrXUIqWOfAReTbAJexM+jNFVVtRZ4H9ia5AWGP+h5s20qaeadBPYu2/sIuJRkA3BpfD9zLIQkIMlikqvj+h7DDfDatqmkvlTVOuA14FjrLFKPqmo1sAM4DpDkfpLbTUNJfZoDnqqqOWAe+KtxHmmmJbkC/LNsex9walyfAvZPM9O0WAhJy1TVemAL8H3jKFJvPgUOAf81ziH16nlgCTgxPrp5rKpWtg4l9STJn8DHwA1gEbiT5Ju2qaQurUmyOK5vAmtahpkUCyHpMVW1CvgS+DDJ3dZ5pF5U1evArSQ/tM4idWwOeBn4PMkW4F9mdEReelKN55TsYyhonwNWVtVbbVNJfUsSIK1zTIKFkDSqqhUMZdCZJBda55E6sx14o6p+B84BO6vqdNtIUncWgIUk/0/InmcoiCRNz27gtyRLSR4AF4BXGmeSevR3VT0LMF5vNc4zERZCElBVxXBmwrUkn7TOI/UmyeEk65KsZzg883ISfxGVpijJTeCPqto4bu0Cfm0YSerRDWBbVc2P96e78HB3qYWvgQPj+gDwVcMsE2MhJA22A28zTCX8OL5ebR1KkqQpew84U1U/AS8BR9rGkfoyTuidB64CPzN8X/uiaShpxlXVWeA7YGNVLVTVO8BRYE9VXWeY3DvaMuOk1PA4nCRJkiRJknrhhJAkSZIkSVJnLIQkSZIkSZI6YyEkSZIkSZLUGQshSZIkSZKkzlgISZIkSZIkdcZCSJIkSZIkqTMWQpIkSZIkSZ15BLhSbeBpJ+tlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can do all the usual arithmethic:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock.equation=converter/(sd.time())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function we created above was just dependent on time and not on other model variables. Let's create a function that takes more arguments, e.g. one that multiplies a model variable with time.\n",
    "\n",
    "You can add as many arguments as you like, but they must come after the ``model`` and ``t`` arguments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "another_model_function = model.function(\"another_model_function\", lambda model, t, input_function, multiplier : t*input_function*multiplier)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define a new converter which will be the input for the function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_function = model.converter(\"input_function\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_function.equation= 5.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "multiplier = model.converter(\"multiplier\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "multiplier.equation=1.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now add a converter which will apply the ``another_model_function``:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "another_converter = model.converter(\"another_converter\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "another_converter.equation=another_model_function(input_function, multiplier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "another_converter.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from BPTK_Py.bptk import bptk\n",
    "import numpy as np\n",
    "bptk=bptk()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Of course functions defined in this way can also be used within scenarios. The quickest way to set up a scenario manager for a given model is as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "bptk.register_model(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This automatically creates a scenario manager whose name is the name of the model with the prefix \"sm\" and a base scenario. The models name is normalized to start with a capital letter (so TestModel is converted to smTestmodel).\n",
    "\n",
    "It also creates a \"base\" scenario which runs the model as-is, without any changed settings.\n",
    "\n",
    "You can list all scenarios and scenario managers using the `list_scenarios` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*** smTestmodel ***\n",
      "\t base\n"
     ]
    }
   ],
   "source": [
    "bptk.list_scenarios(scenario_managers=[\"smTestmodel\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's add some new scenarios:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "bptk.register_scenarios(\n",
    "    scenarios =\n",
    "        {\n",
    "            \"multiplier5\": {\n",
    "                \"constants\": {\n",
    "                    \"multiplier\": 5.0\n",
    "                }\n",
    "            },\n",
    "            \"multiplier10\": {\n",
    "                \"constants\": {\n",
    "                    \"multiplier\": 10.0\n",
    "                }\n",
    "            },\n",
    "            \"multiplier15\": {\n",
    "                \"constants\": {\n",
    "                    \"multiplier\": 15.0\n",
    "                }\n",
    "            }\n",
    "        }\n",
    "    ,\n",
    "    scenario_manager=\"smTestmodel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "*** smTestmodel ***\n",
      "\t base\n",
      "\t multiplier5\n",
      "\t multiplier10\n",
      "\t multiplier15\n"
     ]
    }
   ],
   "source": [
    "bptk.list_scenarios(scenario_managers=[\"smTestmodel\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(scenario_managers=[\"smTestmodel\"],scenarios=[\"base\",\"multiplier5\",\"multiplier10\",\"multiplier15\"],equations=[\"another_converter\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernel_info": {
   "name": "python3"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  },
  "nteract": {
   "version": "0.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
